- 1720. Yiming Chen, Guodong Yin, Zhanhong Tan, Ming-En Lee, Zekun Yang, Yongpan Liu, Huazhong Yang, Kaisheng Ma, and Xueqing Li. YOLoC: Deploy Large-Scale Neural Network by ROM-Based Computing-in-Memory Using Residual Branch on a Chip. Proceedings of the 59th ACM/IEEE Design Automation Conference, 2022.
- 1719. Yinxiao Feng, and Kaisheng Ma. Chiplet Actuary: A Quantitative Cost Model and Multi-Chiplet Architecture Exploration. Proceedings of the 59th ACM/IEEE Design Automation Conference, 121–26, 2022.
- 1718. YuKang Shi, Kaisheng Ma. SAFIT: Segmentation-Aware Scene Flow with Improved Transformer. International Conference on Robotics and Automation (2022).
- 1717. Thaddäus Wiedemer, Stefan Wolf, Arne Schumann, Kaisheng Ma, and Jurgen Beyerer. Few-Shot Supervised Prototype Alignment for Pedestrian Detection on Fisheye Images. Proceedings 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 4141–52, 2022.
- 1716. Xiaolong Ma, Sheng Lin, Shaokai Ye, Zhezhi He, Linfeng Zhang, Geng Yuan, Sia Huat Tan, Zhengang Li, Deliang Fan, Xuehai Qian, Xue Lin, Kaisheng Ma, and Yanzhi Wang. Non-Structured DNN Weight Pruning—Is It Beneficial in Any Platform?. IEEE Transactions on Neural Networks and Learning Systems, 33:4930–44, 2022.
- 1715. Linfeng Zhang, Chenglong Bao, and Kaisheng Ma. Self-Distillation: Towards Efficient and Compact Neural Networks. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44:4388–4403, 2022.
- 1714. Linfeng Zhang, Xin Chen, Xiaobing Tu, Pengfei Wan, Ning Xu, and Kaisheng Ma. Wavelet Knowledge Distillation: Towards Efficient Image-to-Image Translation. IEEE/CVF Conference on Computer Vision and Pattern Recognition (2022).
- 1713. Dihan Zheng, Xiaowen Zhang, Kaisheng Ma, and Chenglong Bao. Learn from Unpaired Data for Image Restoration: A Variational Bayes Approach. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022.
- 1712. Tongda Wu, Kaisheng Ma, Jingtong Hu, Jason Xue, Jinyang Li, Xin Shi, Huazhong Yang, and Yongpan Liu. Reliable and Efficient Parallel Checkpointing Framework for Nonvolatile Processor With Concurrent Peripherals. IEEE Transactions on Circuits and Systems I: Regular Papers, 1–13, 2022.
- 1711. Runpei Dong, Zhanhong Tan, Mengdi Wu, Linfeng Zhang, and Kaisheng Ma. Finding the Task-Optimal Low-Bit Sub-Distribution in Deep Neural Networks. International Conference on Machine Learning (2022).
- 1710. Kailu Wu, Chung-Kuei Lee, and Kaisheng Ma. MemSR: Training Memory-efficient Lightweight Model for Image Super-Resolution. International Conference on Machine Learning (2022).
- 1709. Junbo Zhang, Kaisheng Ma. Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance with Expanded Views. IEEE/CVF Conference on Computer Vision and Pattern Recognition (2022).
- 1708. Linfeng Zhang, Kaisheng Ma. A Good Data Augmentation Policy Is Not All You Need: A Multi-Task Learning Perspective. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT).
- 1707. Linfeng Zhang, Xin Chen, Junbo Zhang, Runpei Dong and Kaisheng Ma. Contrastive Deep Supervision. European Conference on Computer Vision (2022).
- 1706. Haochen Shi, Huazhe Xu, Zhiao Huang, Yunzhu Li, Jiajun Wu.. RoboCraft: Learning to See, Simulate, and Shape Elasto-Plastic Objects with Graph Networks. Robotics: Science and Systems (RSS), 2022.
- 1705. Zhecheng Yuan, Guozheng Ma, Yao Mu, Bo Xia, Bo Yuan, Xueqian Wang, Ping Luo, Huazhe Xu. Don't Touch What Matters: Task-Aware Lipschitz Data Augmentation for Visual Reinforcement Learning. International Joint Conference on Artificial Intelligence (IJCAI), 2022.
- 1704. Ruihan Yang, Minghao Zhang, Nicklas Hansen, Huazhe Xu, Xiaolong Wang. Learning Vision-Guided Quadrupedal Locomotion End-to-End with Cross-Modal Transformers. International Conference on Learning Representation (ICLR), 2022.
- 1703. Huazhe Xu, Yuping Luo, Shaoxiong Wang, Trevor Darrell, Roberto Calandra. Towards Learning to Play Piano with Dexterous Hands and Touch. International Conference on Intelligent Robots and Systems (IROS), 2022.